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Effects of single nucleotide polymorphism marker density on degree of genetic variance explained and genomic evaluation for carcass traits in Japanese Black beef cattle

机译:单核苷酸多态性标记密度对日本黑肉牛car体性状遗传变异程度和基因组学评价的影响

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摘要

[Background]Japanese Black cattle are a beef breed whose meat is well known to excel in meat quality, especially in marbling, and whose effective population size is relatively low in Japan. Unlike dairy cattle, the accuracy of genomic evaluation (GE) for carcass traits in beef cattle, including this breed, has been poorly studied. For carcass weight and marbling score in the breed, as well as the extent of whole genome linkage disequilibrium (LD), the effects of equally-spaced single nucleotide polymorphisms (SNPs) density on genomic relationship matrix (G matrix), genetic variance explained and GE were investigated using the genotype data of about 40,000 SNPs and two statistical models.ud[Results]Using all pairs of two adjacent SNPs in the whole SNP set, the means of LD (r2) at ranges 0–0.1, 0.1–0.2, 0.2–0.5 and 0.5–1 Mb were 0.22, 0.13, 0.10 and 0.08, respectively, and 25.7, 13.9, 10.4 and 6.4% of the r2 values exceeded 0.3, respectively. While about 90% of the genetic variance for carcass weight estimated using all available SNPs was explained using 4,000–6,000 SNPs, the corresponding percentage for marbling score was consistently lower. With the conventional linear model incorporating the G matrix, correlation between the genomic estimated breeding values (GEBVs) obtained using 4,000 SNPs and all available SNPs was 0.99 for carcass weight and 0.98 for marbling score, with an underestimation of the former GEBVs, especially for marbling score. [Conclusions]The Japanese Black is likely to be in a breed group with a relatively high extent of whole genome LD. The results indicated that the degree of marbling is controlled by only QTLs with relatively small effects, compared with carcass weight, and that using at least 4,000 equally-spaced SNPs, there is a possibility of ranking animals genetically for these carcass traits in this breed.
机译:[背景]日本黑牛是一种牛肉品种,其肉品质出众,尤其是大理石花纹,在日本尤为突出,其有效种群数量相对较低。与奶牛不同,对包括该品种在内的肉牛car体性状进行基因组评估(GE)的准确性研究很少。对于品种的car体重量和大理石花纹评分,以及全基因组连锁不平衡(LD)的程度,等距单核苷酸多态性(SNPs)密度对基因组关系矩阵(G矩阵),遗传方差的解释和使用大约40,000个SNP的基因型数据和两个统计模型对GE进行了调查。 ud [结果]使用整个SNP集中的所有两个相邻SNP对,LD(r2)的平均值在0-0.1、0.1-0.2范围内,0.2–0.5和0.5–1 Mb分别为0.22、0.13、0.10和0.08,r2值的25.7、13.9、10.4和6.4%分别超过0.3。尽管使用所有可用SNP估算的car体重量遗传变异的约90%可以用4,000–6,000个SNP进行解释,但相应的大理石花纹分数却始终较低。使用结合了G矩阵的常规线性模型,使用4,000个SNP和所有可用SNP获得的基因组估计育种值(GEBV)之间的相关性,was体重量为0.99,大理石花纹分数为0.98,而低估了以前的GEBV,尤其是大理石花纹得分了。 [结论]日本黑可能属于全基因组LD相对较高的品种组。结果表明,与bling体重量相比,大理石花纹的程度仅受影响较小的QTL的控制,并且使用至少4,000个等距SNP,可以对该品种的这些breed体性状进行基因排名动物。

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